{"id":"W2209307390","doi":"10.17583/qre.2015.1418","title":"Mature Students Speak Up: Career Exploration and the Working Alliance","year":2015,"lang":"en","type":"article","venue":"Qualitative Research in Education","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Alliance; Psychology; Interpersonal communication; Critical Incident Technique; Exploratory research; Career counseling; Medical education; Population; Educational institution; Career portfolio; Institution; Process (computing); Career development; Pedagogy; Applied psychology; Social psychology; Management; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01392919,0.00008027432,0.0001150018,0.0001314535,0.0001306983,0.0001835846,0.0002372265,0.00007419933,0.00005017289],"category_scores_gemma":[0.001060307,0.00005789425,0.00001756206,0.0005281101,0.0001901932,0.0003637022,0.00006059539,0.0005098205,0.0001598218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116184,"about_ca_system_score_gemma":0.0001872531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483543,"about_ca_topic_score_gemma":0.0002850134,"domain_scores_codex":[0.9937821,0.004707452,0.0002220814,0.0002821681,0.00075662,0.0002495923],"domain_scores_gemma":[0.997117,0.001973578,0.00006676689,0.0002774904,0.0004791013,0.00008607462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006543187,0.0002194653,0.001673109,0.00001606698,0.00001967186,0.000001411306,0.8293992,0.000005956913,0.000009439096,0.02410191,0.01556509,0.1283344],"study_design_scores_gemma":[0.00141906,0.00009257395,0.004294325,0.0001386149,0.000005166734,0.000002667001,0.8262478,0.00008871966,0.000004071729,0.06302241,0.1045837,0.0001008725],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060262,0.03028955,0.0002944359,0.04545093,0.002719915,0.001211858,0.000002805487,0.00002541562,0.01397889],"genre_scores_gemma":[0.9933039,0.001454167,0.0002889452,0.0001958769,0.0002647055,0.0002866138,0.00001970777,0.00001318256,0.00417293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282335,"threshold_uncertainty_score":0.4827605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5419370879019269,"score_gpt":0.6300352757025569,"score_spread":0.08809818780063006,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}